# A tibble: 13 × 2
year cases
<int> <int>
1 1981 12
2 1982 14
3 1983 33
4 1984 50
5 1985 67
6 1986 74
7 1987 123
8 1988 141
9 1989 165
10 1990 204
11 1991 253
12 1992 246
13 1993 240Logistic Regression and Residual Analysis
Lecture 05
Dr. Colin Rundel
Last time
Last time
Model Fit
g = glm(cases~year, data=aids, family=poisson)
( g_pred = broom::augment(
g, type.predict = "response",
newdata = tibble(year=seq(1981,1993,by=0.1))
) )# A tibble: 121 × 2
year .fitted
<dbl> <dbl>
1 1981 28.3
2 1981. 28.9
3 1981. 29.5
4 1981. 30.1
5 1981. 30.7
6 1982. 31.3
7 1982. 31.9
8 1982. 32.6
9 1982. 33.3
10 1982. 33.9
# ℹ 111 more rows
Bayesian Poisson Regression Model
Family: poisson
Links: mu = log
Formula: cases ~ year
Data: aids (Number of observations: 13)
Draws: 4 chains, each with iter = 2000; warmup = 1000; thin = 1;
total post-warmup draws = 4000
Population-Level Effects:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
Intercept -397.24 15.85 -427.98 -366.73 1.00 1356 1912
year 0.20 0.01 0.19 0.22 1.00 1357 1912
Draws were sampled using sample(hmc). For each parameter, Bulk_ESS
and Tail_ESS are effective sample size measures, and Rhat is the potential
scale reduction factor on split chains (at convergence, Rhat = 1).Model fit
Model performance - rmse, crps
predicted_draws_fix(g_bayes, newdata = aids) |>
group_by(.chain, .row) |>
summarize(
rmse = yardstick::rmse_vec(cases, .prediction),
crps = dukestm::calc_crps(.prediction, cases)
) |>
group_by(.chain) |>
summarize(
rmse = mean(rmse),
crps = mean(crps)
)# A tibble: 4 × 3
.chain rmse crps
<int> <dbl> <dbl>
1 1 26.3 17.6
2 2 26.5 17.8
3 3 26.2 17.4
4 4 26.4 17.7Model performance - emp coverage
predicted_draws_fix(g_bayes, newdata = aids) |>
group_by(.row, cases) |>
ggdist::mean_hdi(
.prediction, .width = c(0.5,0.9,0.95)
) |>
mutate(contains = cases >= .lower & cases <= .upper) %>%
group_by(.width) |>
summarize(
emp_cov = sum(contains)/n()
)# A tibble: 3 × 2
.width emp_cov
<dbl> <dbl>
1 0.5 0.231
2 0.9 0.385
3 0.95 0.462Updating the model
Quadratic fit
Quadratic fit - residuals
Bayesian quadratic fit
( g2_bayes = brms::brm(
cases~year+I(year^2), data=aids, family=poisson,
refresh=0, backend = "cmdstanr"
) ) Family: poisson
Links: mu = log
Formula: cases ~ year + I(year^2)
Data: aids (Number of observations: 13)
Draws: 4 chains, each with iter = 2000; warmup = 1000; thin = 1;
total post-warmup draws = 4000
Population-Level Effects:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
Intercept -410.98 916.52 -1246.31 1156.17 3.45 4 11
year 0.22 0.92 -1.36 1.06 3.48 4 11
IyearE2 -0.00 0.00 -0.00 0.00 3.43 4 11
Draws were sampled using sample(hmc). For each parameter, Bulk_ESS
and Tail_ESS are effective sample size measures, and Rhat is the potential
scale reduction factor on split chains (at convergence, Rhat = 1).Diagnostics
PP Checks
Bayesian quadratic fit (fixed)
( g2_bayes = brms::brm(
cases~I(year-min(year))+I((year-min(year))^2), data=aids, family=poisson,
refresh=0, backend = "cmdstanr"
) ) Family: poisson
Links: mu = log
Formula: cases ~ I(year - min(year)) + I((year - min(year))^2)
Data: aids (Number of observations: 13)
Draws: 4 chains, each with iter = 2000; warmup = 1000; thin = 1;
total post-warmup draws = 4000
Population-Level Effects:
Estimate Est.Error l-95% CI u-95% CI Rhat Bulk_ESS Tail_ESS
Intercept 2.44 0.15 2.15 2.74 1.00 1082 1331
IyearMminyear 0.51 0.04 0.43 0.59 1.00 1098 1229
IyearMminyearE2 -0.02 0.00 -0.03 -0.02 1.00 1170 1247
Draws were sampled using sample(hmc). For each parameter, Bulk_ESS
and Tail_ESS are effective sample size measures, and Rhat is the potential
scale reduction factor on split chains (at convergence, Rhat = 1).Diagnostics
PP Checks
Model fit - \(Y\) CI
Residuals (pearson)
Model performance - rmse, crps
predicted_draws_fix(g2_bayes, newdata = aids) |>
group_by(.chain, .row) |>
summarize(
rmse = yardstick::rmse_vec(cases, .prediction),
crps = calc_crps(.prediction, cases)
) |>
group_by(.chain) |>
summarize(
rmse = mean(rmse),
crps = mean(crps)
)# A tibble: 4 × 3
.chain rmse crps
<int> <dbl> <dbl>
1 1 14.4 5.25
2 2 14.2 5.08
3 3 14.2 5.17
4 4 14.4 5.12Model performance - emp coverage
predicted_draws_fix(g2_bayes, newdata = aids) |>
group_by(.row, cases) |>
tidybayes::mean_hdi(
.prediction, .width = c(0.5,0.9,0.95)
) |>
mutate(contains = cases >= .lower & cases <= .upper) %>%
group_by(.width) |>
summarize(
emp_cov = sum(contains)/n()
)# A tibble: 3 × 2
.width emp_cov
<dbl> <dbl>
1 0.5 0.462
2 0.9 1
3 0.95 0.929Logistic regression
Logistic regression as a GLM
This is another case of a generalized linear model, specifically where the outcome is 0-1 data (i.e. Bernoulli draws),
\[ \begin{aligned} Y_i &\sim \text{Bern}(p_i)\\ \text{logit} \, E(Y_i|\boldsymbol{X}_{i\cdot}) &= \text{logit}(p_i) = \boldsymbol{X}_{i\cdot}\boldsymbol{\beta} \\ \\ E(Y_i) &= p_i \\ Var(Y_i) &= p_i(1-p_i) \\ \\ \text{logit}(p_i) &= \log \frac{p_i}{1-p_i} \\ \text{logit}^{-1}(x) &= \frac{\exp(x)}{1+\exp(x)} = \frac{1}{1+\exp(-x)} \end{aligned} \]
Background
Next we’ll be looking at data on the presence and absence of the short-finned eel (Anguilla australis) at a number of sites in New Zealand.
These data come from
- Leathwick, J. R., Elith, J., Chadderton, W. L., Rowe, D. and Hastie, T. (2008), Dispersal, disturbance and the contrasting biogeographies of New Zealand’s diadromous and non-diadromous fish species. Journal of Biogeography, 35: 1481–1497.
Species Distribution
Codebook:
presence- presence (1) or absence (0) of Anguilla australis at the sampling locationSegSumT- Summer air temperature (degrees C)DSDist- Distance to coast (km)DSMaxSlope- Maximum downstream slope (degrees)USRainDays- days per month with rain greater than 25 mmUSSlope- average slope in the upstream catchment (degrees)USNative- area with indigenous forest (proportion)DSDam- Presence of known downstream obstructions, mostly damsMethod- fishing method (electric,net,spot,trap, ormixture)LocSed- weighted average of proportional cover of bed sediment- mud
- sand
- fine gravel
- coarse gravel
- cobble
- boulder
- bedrock
Data
presence SegSumT DSDist DSMaxSlope USRainDays USSlope USNative DSDam
1 0 16.0 50.2000 0.57 2.470 9.8 0.81 0
2 1 18.7 132.5300 1.15 1.153 8.3 0.34 0
3 0 18.3 107.4400 0.57 0.847 0.4 0.00 0
4 0 16.7 166.8200 1.72 0.210 0.4 0.22 1
5 1 17.2 3.9500 1.15 1.980 21.9 0.96 0
6 0 15.1 11.1700 1.72 3.300 25.7 1.00 0
7 0 12.7 42.3700 2.86 0.430 9.6 0.09 0
10 1 18.2 94.3960 3.43 0.847 20.5 0.92 0
11 0 14.9 45.7370 2.29 2.249 3.9 0.38 0
12 1 18.3 91.8920 1.72 0.861 6.7 0.58 1
13 1 17.1 6.8000 0.52 0.620 0.7 0.00 0
14 0 13.4 190.3900 3.43 0.770 20.1 0.99 0
15 0 13.1 224.4400 6.84 0.290 9.8 0.98 0
17 0 17.0 1.3800 9.09 1.980 10.5 1.00 0
18 1 18.5 1.8685 1.72 0.847 11.8 0.30 0
19 0 15.7 13.8800 0.57 3.300 2.7 0.29 0
20 0 16.6 28.0200 1.15 0.860 19.0 0.57 0
21 0 14.7 40.0500 0.29 0.310 15.2 0.55 0
22 0 15.7 44.1100 1.15 2.780 26.6 0.99 0
23 1 18.3 81.2550 0.57 0.862 7.9 0.01 0
24 0 14.6 0.4200 0.46 0.340 16.7 0.80 0
25 0 16.7 128.3100 10.76 1.101 12.3 0.70 1
30 0 15.2 310.0100 2.29 1.082 7.6 0.93 1
31 0 13.0 194.9700 4.57 0.240 18.9 0.88 0
32 0 19.1 4.8783 0.57 0.847 0.0 0.00 0
35 0 13.8 14.2100 0.57 0.410 13.6 0.73 0
36 0 17.2 363.0100 4.00 0.974 7.5 0.30 1
37 0 18.8 1.1340 0.57 1.504 19.3 0.80 0
38 0 16.5 4.4000 0.57 1.980 27.4 0.98 0
39 0 17.2 22.5200 1.72 1.300 11.5 0.06 0
40 0 16.5 26.0700 14.04 0.956 23.9 0.93 0
41 0 13.1 300.7600 8.53 0.320 20.9 1.00 1
43 0 16.3 73.8300 0.57 3.270 20.1 0.98 0
44 1 16.2 6.7400 0.34 1.980 0.9 0.17 0
45 0 16.6 16.0880 1.15 2.249 2.5 0.01 0
46 0 15.4 14.7100 1.15 3.300 14.3 0.94 0
47 0 16.4 118.8100 4.57 0.210 21.3 0.75 1
48 1 18.2 94.3960 3.43 0.847 20.5 0.92 0
49 1 18.3 93.0110 0.57 0.874 8.6 0.09 1
50 0 15.0 169.9500 4.00 1.940 27.4 0.98 0
51 0 18.5 60.4550 0.57 0.847 6.0 0.09 0
52 1 19.0 3.0004 1.72 0.847 3.8 0.07 0
53 0 14.9 45.7370 2.29 2.249 3.9 0.38 0
56 0 18.8 10.4850 0.17 1.512 9.3 0.26 0
57 0 17.8 194.1100 1.15 1.396 19.1 0.40 0
59 0 17.1 0.3500 10.76 1.220 23.9 0.96 0
60 0 14.5 142.1900 6.28 1.062 2.4 0.00 1
61 0 16.7 30.8900 2.86 1.220 29.5 0.94 0
62 1 16.9 14.9400 0.57 0.350 10.5 0.11 0
63 0 16.0 89.4500 1.15 3.300 24.4 0.95 0
64 0 14.7 190.0400 4.57 0.280 11.4 0.91 0
65 0 16.9 12.7200 0.17 0.370 0.3 0.02 0
66 0 12.8 264.3800 12.95 0.240 10.6 1.00 1
68 0 16.9 23.6100 0.57 1.210 28.4 0.90 0
69 0 16.8 11.5900 0.40 0.690 19.9 0.71 0
70 0 16.8 173.4400 1.72 0.210 10.1 0.87 1
71 1 18.7 8.1957 1.15 1.153 8.7 0.08 0
72 0 17.8 3.3676 9.09 1.153 24.9 1.00 0
73 0 17.4 1.1900 0.57 1.220 26.2 0.65 0
74 0 13.6 119.0300 4.57 0.290 6.4 0.61 0
75 0 15.8 46.1400 1.15 3.300 7.1 0.58 1
76 0 16.2 85.7600 0.57 3.300 3.5 0.35 0
79 0 16.7 173.8600 1.72 0.210 16.1 0.64 1
80 0 14.3 173.5300 2.86 1.022 12.2 0.99 0
81 1 16.1 79.6800 1.15 0.750 5.7 0.32 0
82 1 16.9 118.3900 5.14 0.647 15.4 0.18 0
83 0 18.6 2.4304 1.72 1.153 14.1 0.08 0
84 0 11.9 6.1800 5.14 0.590 15.9 0.98 0
85 0 17.1 76.9060 5.14 0.846 15.1 0.39 0
87 0 15.1 136.8400 3.43 2.249 2.4 0.31 1
88 0 15.7 26.8700 0.57 3.300 13.3 0.99 0
89 1 18.6 6.2171 1.72 1.153 20.8 1.00 0
90 0 14.4 53.8800 3.43 0.550 23.1 1.00 0
91 1 17.3 4.7100 2.29 1.220 19.9 0.79 0
93 0 19.4 0.3197 2.86 1.074 12.4 0.15 0
94 0 14.7 241.3700 5.14 0.210 19.0 0.89 1
95 0 17.2 7.0200 2.86 0.670 20.8 0.85 0
96 0 15.7 9.5800 0.57 3.260 31.6 0.96 0
97 0 15.0 267.9200 4.00 0.210 24.4 1.00 1
98 0 14.3 233.9500 4.00 0.230 14.6 0.99 1
99 0 13.8 0.0700 2.86 0.930 12.8 1.00 0
101 0 15.9 118.4400 7.41 0.210 15.6 0.08 0
102 0 15.0 25.5000 0.46 3.300 2.2 0.19 0
104 0 15.6 273.6500 3.43 0.250 22.6 0.99 1
105 0 17.0 42.3650 2.86 1.153 11.4 0.06 0
106 0 15.6 13.3000 0.57 3.300 11.1 0.69 0
107 0 15.3 29.9500 1.15 3.300 12.5 0.36 0
108 0 15.0 157.4500 4.57 0.530 20.2 0.97 1
109 0 17.4 219.9400 3.43 0.350 21.1 0.75 1
111 0 16.3 169.7400 2.86 0.762 12.0 0.72 0
113 0 16.5 24.3220 5.71 1.153 8.1 1.00 0
114 0 12.3 42.8500 8.53 0.290 6.4 0.21 1
116 0 18.4 6.2450 3.43 1.514 17.4 0.02 0
117 1 17.3 11.9340 0.57 2.145 3.9 0.04 0
118 0 18.0 72.6900 2.29 0.847 17.3 1.00 0
119 1 18.9 39.4630 0.57 1.445 14.8 0.12 0
120 1 16.1 9.2200 0.40 1.980 0.8 0.25 0
121 0 15.4 13.7400 2.29 3.300 14.9 0.51 0
123 1 17.0 4.4800 0.06 0.390 0.3 0.00 0
124 0 14.3 2.5900 1.72 0.290 12.3 0.56 0
125 1 19.1 1.6088 0.40 0.847 1.5 0.00 0
126 0 15.0 75.1400 1.15 2.570 18.0 1.00 0
127 0 16.5 19.7300 4.00 1.980 9.4 1.00 0
128 0 14.2 236.5300 4.00 0.230 14.3 0.91 1
130 0 15.3 141.5400 4.57 0.210 22.3 1.00 1
131 0 17.9 39.3180 4.00 1.514 23.0 1.00 0
132 0 16.2 82.6000 2.29 1.000 26.0 0.98 0
133 0 15.6 55.1200 5.14 3.300 27.6 0.98 0
134 0 13.5 121.4900 4.57 0.800 24.9 1.00 0
135 1 18.2 117.7700 0.57 0.888 1.1 0.01 0
136 1 18.9 104.1200 0.57 1.145 3.5 0.06 0
137 0 13.6 244.1600 3.43 0.210 13.1 0.98 1
138 1 19.0 0.9870 1.15 0.847 5.9 0.07 1
140 0 15.9 132.3900 5.71 1.143 24.4 1.00 0
141 1 18.1 9.7861 5.14 1.484 14.9 0.28 0
142 0 17.3 6.6800 1.72 1.980 30.4 0.94 0
144 0 13.5 172.1000 3.43 0.650 21.0 0.86 0
147 0 13.4 294.5600 8.53 0.650 18.6 0.84 1
148 0 17.2 297.5900 3.43 0.985 10.6 0.39 1
149 0 16.9 2.3952 1.72 1.465 1.2 0.01 0
150 0 17.1 134.6600 5.71 0.848 16.5 0.99 0
151 0 15.3 31.1900 1.15 0.280 21.7 0.24 0
152 1 18.5 42.7370 1.15 0.847 7.0 0.01 0
153 1 18.4 73.4470 1.15 1.232 9.1 0.11 0
154 1 16.2 155.1900 6.84 1.047 15.0 0.04 0
155 0 18.3 104.0000 0.57 0.881 7.7 0.00 0
156 1 18.7 4.7283 1.15 1.153 14.5 0.34 0
157 1 19.0 3.8395 0.40 0.847 2.3 0.00 0
158 0 16.0 23.0900 0.57 3.160 18.1 0.96 0
159 0 18.8 0.6518 2.29 1.153 14.2 0.97 0
160 0 18.5 81.4620 2.29 1.256 22.8 0.94 0
162 0 16.6 59.0300 1.15 1.980 17.3 0.95 0
163 1 18.4 91.3660 0.57 0.864 6.3 0.01 1
165 0 17.1 25.3800 1.72 1.220 30.1 0.99 0
166 0 15.4 30.3800 0.57 3.300 7.1 0.89 0
167 1 17.9 114.6400 5.71 0.847 20.0 0.91 0
168 0 13.2 221.4800 6.84 0.290 12.8 0.99 0
169 0 15.6 12.0600 0.57 3.300 13.1 0.73 0
170 0 18.4 17.6070 3.43 1.153 15.5 1.00 0
171 0 16.5 83.7620 5.14 0.867 15.2 0.50 0
172 1 18.8 1.0221 0.00 1.514 5.1 0.21 0
174 0 15.7 9.6200 1.15 3.300 8.5 0.99 0
175 0 17.0 3.8343 1.72 0.849 13.0 0.02 0
176 1 18.8 2.4325 1.15 1.153 16.9 0.80 0
177 1 17.2 3.9300 0.57 1.980 26.6 0.96 0
178 0 16.7 54.0200 1.15 1.980 17.8 1.00 0
179 1 17.8 110.7300 3.43 0.926 14.7 0.23 0
180 1 18.1 108.4500 2.29 0.906 11.8 0.00 0
182 0 17.1 0.8400 8.53 1.220 23.4 0.98 0
184 1 17.0 105.9000 0.57 0.638 0.5 0.01 0
185 0 17.2 3.9500 1.15 1.980 16.6 0.91 0
186 0 18.0 104.9500 3.43 0.907 14.1 0.29 0
187 0 18.6 39.2950 0.29 0.994 9.2 0.03 0
189 0 12.1 51.9200 10.76 0.290 12.5 0.91 0
190 1 14.0 13.0100 0.23 0.460 8.4 0.25 0
191 0 17.8 229.4400 1.72 1.350 9.5 0.05 0
192 0 15.1 155.6800 2.29 1.220 16.0 0.94 0
193 0 16.9 11.1170 0.57 0.870 22.3 0.78 0
196 0 11.7 258.3400 13.50 0.210 14.4 1.00 1
197 0 15.2 164.0500 4.57 0.330 3.6 0.91 1
198 0 17.2 310.8200 1.15 1.153 13.6 0.41 0
199 0 15.2 41.1800 2.29 3.300 11.8 0.28 0
200 0 14.5 130.2600 5.14 1.750 13.1 0.99 0
201 0 16.0 66.9400 0.57 0.340 13.1 0.57 0
202 1 14.9 25.2300 1.15 0.290 13.6 0.22 0
203 0 13.4 240.0600 2.86 0.210 5.6 0.88 1
204 0 17.0 6.5700 0.23 1.980 23.0 1.00 0
205 0 19.1 0.8370 1.72 0.996 6.9 0.22 0
206 0 15.0 119.0800 0.57 0.370 0.3 0.00 0
207 0 15.9 18.9400 0.57 3.300 11.1 0.87 0
208 1 16.7 1.6500 12.41 1.980 30.8 0.98 0
211 0 18.0 172.5000 1.72 1.257 6.9 0.01 0
213 0 18.1 160.1600 1.15 0.878 7.9 0.05 0
214 0 18.4 78.6620 0.57 0.847 9.3 0.03 1
215 0 18.3 9.6670 1.72 0.847 9.7 0.15 0
216 0 15.0 271.7500 8.53 0.360 23.5 0.97 1
217 0 14.6 131.2800 5.71 1.230 20.4 0.99 0
218 0 18.4 34.0210 3.43 2.166 13.9 0.49 0
219 0 15.7 56.3700 2.86 1.980 30.1 1.00 0
220 1 18.9 104.2300 0.57 1.147 3.5 0.07 0
221 0 15.7 7.1300 0.34 3.300 14.6 0.60 0
224 1 18.5 7.1514 1.72 1.153 20.7 1.00 0
225 0 13.8 246.1000 5.71 0.210 15.5 0.69 1
228 0 18.6 68.5370 2.29 1.321 13.9 0.82 0
229 0 16.5 317.9200 5.14 1.153 14.8 0.80 0
230 0 18.7 15.6060 0.17 0.872 18.0 0.56 0
231 0 16.9 13.0400 1.15 0.550 26.6 1.00 0
233 0 17.2 34.3600 1.72 1.230 13.9 0.07 0
234 0 14.2 121.7500 2.29 0.380 21.2 0.98 0
235 0 18.2 121.3400 0.57 0.894 1.1 0.02 0
236 0 13.0 299.9100 8.53 0.320 22.1 1.00 1
237 0 17.4 71.7090 2.86 1.461 8.3 0.23 1
238 0 18.6 15.5130 0.57 0.847 9.2 0.21 0
239 0 16.5 37.6700 1.72 0.520 17.3 0.69 0
240 0 12.4 67.8700 6.28 0.290 8.4 0.82 1
241 0 17.9 72.2000 2.29 1.513 19.4 0.40 0
242 0 18.1 122.4200 0.57 0.858 3.0 0.04 0
244 0 17.0 5.2396 0.57 1.975 2.1 0.05 0
245 1 18.1 116.3000 0.57 0.847 0.8 0.03 0
246 0 16.2 52.8600 0.57 2.360 27.1 0.91 0
247 0 12.3 84.7400 4.00 0.740 25.2 0.99 0
248 0 15.8 66.0700 2.29 3.030 7.2 0.91 0
249 0 18.2 111.1900 0.57 0.847 1.0 0.00 0
250 0 17.2 6.2090 0.57 2.249 10.9 0.60 0
251 0 18.2 109.8900 0.57 0.897 0.3 0.00 0
252 0 12.8 92.8100 6.84 0.290 12.9 0.14 0
253 1 17.5 2.8362 0.40 0.584 0.6 0.00 0
254 1 17.2 5.0904 0.52 0.939 13.1 0.18 0
255 1 18.8 3.1752 0.00 1.514 7.8 0.18 0
256 1 17.6 80.3380 7.97 1.167 14.0 0.33 0
257 0 18.7 9.1703 1.15 1.153 18.8 0.96 0
259 0 13.9 25.3800 0.57 0.340 0.3 0.02 0
260 0 15.9 66.3700 0.57 0.340 13.1 0.57 0
262 1 17.6 59.5010 3.43 0.760 8.5 0.04 0
263 1 18.8 1.9007 1.72 1.153 15.3 0.79 0
264 0 15.9 31.6200 1.15 3.300 6.9 0.73 0
265 0 15.4 27.0530 2.29 2.224 2.9 0.26 0
266 1 18.9 4.6465 1.15 0.847 9.3 0.43 0
267 0 15.4 82.9800 0.57 0.340 13.7 0.60 0
268 0 15.7 10.8900 1.15 3.300 14.1 0.80 0
269 0 16.1 5.9400 10.20 1.980 13.3 1.00 0
270 0 14.6 95.9850 6.28 1.127 20.3 1.00 0
271 0 17.1 301.2400 3.43 1.023 3.9 0.06 1
272 0 16.0 156.1800 2.86 0.991 12.4 0.85 0
273 0 14.2 53.7400 1.15 0.410 6.9 0.54 0
275 0 13.7 111.1100 4.00 0.310 23.4 0.96 0
276 0 15.4 84.6700 2.86 1.980 24.2 0.98 0
277 1 18.3 94.5470 0.57 0.876 9.4 0.02 1
278 0 16.5 111.7500 0.50 0.607 9.9 0.05 0
279 0 15.8 101.1100 0.57 3.300 4.2 0.23 0
280 1 15.4 32.4000 0.52 0.290 6.6 0.02 0
281 0 17.2 283.7600 3.43 1.263 8.4 0.15 1
282 1 17.1 8.3400 0.46 0.480 14.0 0.41 0
283 1 18.7 3.2279 5.14 0.847 4.4 0.01 0
286 0 14.8 229.5300 2.29 0.210 1.8 0.00 1
287 1 19.0 9.8590 3.43 1.199 13.8 0.42 0
289 0 15.2 7.1000 1.15 3.300 12.0 0.21 0
290 0 15.4 71.6100 1.72 0.770 25.1 0.88 0
291 0 15.7 122.6500 6.28 1.153 23.8 1.00 0
293 1 16.0 15.6720 1.15 2.232 4.9 0.70 0
294 0 13.3 64.9000 7.41 0.290 21.7 0.07 0
295 0 16.4 14.6570 0.57 2.144 2.5 0.12 0
296 0 13.5 192.9100 4.57 0.230 17.6 0.78 0
297 0 17.7 186.0800 1.72 0.992 12.1 0.65 1
298 0 17.1 375.4700 4.00 1.053 9.4 0.34 1
299 1 15.0 1.0400 0.11 3.300 14.7 0.96 0
300 0 16.4 120.2900 4.57 0.210 5.1 0.17 1
302 0 17.1 212.4200 5.14 1.301 7.4 0.12 1
303 1 17.9 114.6400 5.71 0.847 20.0 0.91 0
305 0 17.6 75.2830 4.57 1.313 19.0 0.98 0
306 0 19.0 1.0367 0.57 0.847 8.4 0.41 0
307 0 17.0 6.2500 0.06 0.390 0.2 0.00 0
308 0 18.0 88.1290 2.29 1.514 7.5 0.07 0
309 0 13.9 22.5000 4.57 1.980 10.7 0.99 0
310 0 18.2 11.2870 5.71 1.141 21.1 0.23 0
312 1 18.2 7.5962 3.43 1.514 18.0 0.96 0
313 0 15.9 18.9400 0.57 3.300 11.1 0.87 0
314 0 16.0 145.9300 4.57 0.300 0.9 1.00 1
315 0 15.2 105.6400 2.29 0.250 13.3 0.15 0
317 0 12.0 274.2300 12.95 0.290 12.8 1.00 1
320 0 16.9 87.0590 2.29 0.771 10.6 0.30 0
321 0 18.9 19.3900 0.57 1.047 16.0 0.48 0
323 1 18.3 93.6860 1.72 0.847 13.4 0.73 0
324 0 12.9 77.0300 6.28 0.290 6.2 0.10 0
325 1 19.0 1.3037 1.72 0.847 5.0 0.35 0
326 0 15.7 6.9400 0.29 1.980 18.1 0.97 0
327 0 15.7 206.9900 3.43 0.210 14.9 0.36 1
329 0 18.4 14.2060 1.15 1.153 17.5 0.80 0
330 0 12.7 268.0800 12.95 0.260 17.2 0.99 1
333 0 12.9 70.0300 4.00 0.360 8.3 0.02 0
334 0 16.5 120.2500 7.97 1.153 27.8 1.00 0
335 0 15.2 135.5600 3.43 2.249 4.3 0.59 1
336 1 18.8 150.1400 1.15 1.153 13.4 0.59 0
337 0 18.4 46.5940 2.29 1.514 14.1 0.00 0
338 0 15.6 146.5200 4.00 1.870 23.1 0.92 0
339 0 14.6 254.5700 12.95 0.210 15.8 1.00 1
340 0 16.8 52.0300 1.15 1.980 20.1 0.99 0
341 1 18.3 9.6670 1.72 0.847 9.7 0.15 0
342 0 18.1 66.6930 10.76 1.464 8.3 0.01 1
343 0 18.8 1.8934 1.15 1.147 19.5 0.98 0
344 0 15.1 48.0000 1.72 2.249 4.2 0.80 0
345 0 14.0 1.8400 0.57 0.290 10.1 0.37 0
346 1 17.6 6.1871 0.40 2.117 3.8 0.03 0
347 0 16.9 5.8100 4.00 1.220 26.5 0.58 0
348 0 15.4 2.2900 0.52 3.300 21.8 0.98 0
349 0 13.8 118.5300 4.57 0.800 23.0 0.99 0
351 0 13.0 22.3800 15.11 1.980 11.0 1.00 0
353 1 19.0 0.7046 2.29 0.847 10.8 0.21 0
354 0 18.3 80.7680 0.57 0.847 13.4 0.09 0
355 0 16.4 30.3750 1.15 0.866 19.7 0.62 0
356 0 15.2 152.3300 2.29 0.834 8.7 0.54 1
358 0 17.2 0.2200 1.15 1.220 19.8 0.99 0
359 0 15.8 110.6300 1.15 0.210 11.3 0.05 0
360 0 15.6 15.5650 4.57 0.882 24.7 1.00 0
361 0 18.1 45.1810 2.86 1.514 13.6 0.03 0
362 0 15.5 96.7700 1.15 0.290 22.3 0.10 0
364 0 17.6 12.1180 0.17 0.584 14.5 0.10 0
365 0 18.9 0.5670 0.40 1.720 29.2 0.92 0
366 0 18.9 2.0309 1.15 0.959 5.9 0.00 0
367 0 16.6 171.1000 1.72 0.210 11.9 0.42 1
369 0 13.5 44.7000 4.57 0.290 8.0 0.27 0
370 0 14.4 107.7100 4.00 1.300 20.8 0.90 1
371 0 17.4 37.8240 1.15 1.751 12.7 0.35 0
372 0 14.3 38.5100 1.72 0.290 22.8 0.11 0
373 0 15.8 197.1600 2.29 0.210 16.0 0.45 1
374 1 18.3 91.9590 1.72 0.863 8.3 0.58 1
375 0 14.0 69.3600 2.86 0.610 28.1 0.95 1
376 0 14.2 250.6900 5.14 0.210 18.3 0.99 1
377 0 18.7 6.7117 0.17 1.514 8.6 0.45 0
378 0 14.1 304.0200 7.41 1.610 26.8 0.99 1
379 0 17.9 49.2630 1.72 1.875 10.8 0.40 0
380 0 19.6 3.1722 2.86 1.153 13.7 1.00 0
381 0 16.1 60.2100 14.57 0.550 25.1 0.83 0
382 0 14.6 323.4100 4.57 1.450 30.8 0.97 1
383 0 16.1 119.1100 7.97 0.210 17.4 0.58 0
384 1 18.7 12.9640 1.15 1.149 16.2 0.73 0
385 0 15.3 12.2200 2.29 3.300 15.3 0.97 0
386 1 17.0 69.9400 0.57 0.775 17.7 0.41 0
387 0 12.0 30.4200 10.76 0.290 16.5 1.00 0
388 1 19.1 0.6343 1.72 0.987 6.8 0.10 0
389 0 14.0 149.3200 4.57 2.400 14.3 0.99 0
391 0 14.5 18.6500 14.04 3.300 31.9 0.98 0
392 0 13.5 132.1800 4.57 0.210 18.0 0.99 1
393 0 17.7 22.9130 2.29 1.509 13.0 0.14 0
394 0 15.7 46.5200 7.97 0.550 13.2 0.12 0
395 0 18.1 23.4870 6.28 1.514 12.1 0.50 1
398 0 17.2 3.9500 1.15 1.980 21.9 0.96 0
399 0 18.6 5.0171 3.43 1.514 23.3 0.00 0
400 0 15.9 73.5700 2.86 0.960 27.4 0.72 0
401 0 15.5 92.1400 1.15 0.330 13.6 0.30 0
402 0 15.4 23.5000 0.57 3.300 3.7 0.85 0
403 1 14.4 4.0600 4.57 0.330 11.4 0.41 0
404 0 10.7 87.4000 6.28 0.330 8.4 1.00 1
405 0 16.9 5.1701 0.57 1.953 3.5 0.05 0
406 0 16.9 79.7400 1.72 1.514 16.9 0.10 0
407 0 14.1 5.8100 1.15 0.330 12.8 0.66 0
408 0 14.4 174.6700 4.57 0.210 7.7 0.03 0
409 0 18.6 28.5690 0.57 1.072 10.4 0.13 0
412 0 13.8 103.7700 4.57 0.290 6.9 0.67 0
413 0 15.9 173.5600 1.72 0.861 21.5 0.71 0
414 0 18.7 11.0490 0.57 1.514 12.9 0.46 0
415 1 17.9 96.9920 2.29 0.874 7.9 0.25 1
416 0 14.4 0.2200 0.57 0.290 8.8 0.04 0
417 0 14.0 83.9300 2.86 0.770 25.8 0.98 0
419 0 18.2 8.1808 3.43 1.514 17.3 0.98 0
420 0 14.2 41.5700 2.29 0.340 5.3 0.01 0
421 0 16.0 118.1500 4.57 0.210 17.6 0.34 0
423 0 17.2 30.9480 2.29 1.505 13.2 0.04 0
425 0 16.2 255.0900 3.43 0.210 20.5 1.00 1
426 1 17.1 14.7000 1.72 0.500 15.9 0.53 0
428 0 14.0 51.1600 2.29 0.410 8.2 0.94 0
430 1 19.1 0.8464 1.15 0.847 6.8 0.04 0
432 0 14.0 251.2000 5.14 0.210 22.1 0.98 1
433 0 19.6 0.6291 1.15 1.153 12.3 0.64 0
434 0 15.6 11.2200 0.57 3.300 10.7 0.67 0
435 0 16.5 17.5400 5.71 1.220 17.3 0.99 0
436 1 18.6 62.3510 0.23 1.091 2.9 0.03 0
438 0 13.8 247.8900 4.00 0.230 23.4 0.95 1
439 0 15.7 15.2900 0.29 3.300 0.6 0.05 0
440 1 16.5 15.1890 2.29 1.830 2.3 0.01 0
441 0 18.7 12.4590 1.72 0.986 15.5 0.50 0
442 0 16.8 167.6700 1.72 0.210 10.1 0.72 1
443 0 13.6 212.3500 11.86 1.160 30.5 0.99 1
445 0 18.9 2.3798 1.72 0.847 9.5 0.72 0
447 0 15.7 97.5800 1.72 1.220 17.2 0.92 0
449 0 12.5 160.5200 5.71 0.210 4.5 1.00 1
450 0 15.8 90.4400 2.86 1.220 25.6 1.00 0
451 0 13.6 0.7200 0.11 0.640 3.8 0.99 0
453 0 15.4 17.8300 16.70 3.300 28.5 0.99 0
454 1 18.9 3.8840 1.15 0.847 13.0 0.04 0
455 0 16.0 123.8000 3.43 2.243 1.3 0.01 1
456 1 18.5 2.2598 2.86 1.143 19.4 0.95 0
457 0 12.5 204.6800 13.50 0.830 18.4 0.99 1
458 0 16.9 143.0000 5.14 0.846 17.3 0.03 0
459 1 17.1 13.9100 0.57 1.980 3.3 0.13 0
460 0 15.1 63.2000 1.15 0.340 18.0 0.72 0
461 1 17.4 75.0640 6.28 1.153 15.3 0.76 0
463 0 18.5 0.1324 6.84 1.067 12.4 0.04 0
465 0 14.0 48.5200 6.28 0.290 6.7 0.11 0
466 0 16.2 14.8900 12.41 0.550 23.8 0.99 0
468 1 17.0 9.2917 0.57 0.882 23.2 0.69 0
469 0 18.2 178.9300 1.72 1.226 6.0 0.04 1
470 0 15.3 33.5800 6.28 3.300 30.2 0.98 0
471 1 14.9 25.5600 1.15 0.290 12.4 0.04 0
472 1 13.6 21.4800 1.15 0.480 8.0 0.27 0
473 0 15.9 35.2800 0.57 3.300 11.6 0.74 0
474 0 18.9 1.4185 0.40 0.887 9.8 0.74 0
475 0 13.8 21.7000 1.15 0.360 11.8 0.22 0
477 0 18.8 61.3620 0.57 1.321 14.0 0.79 0
479 0 15.5 20.8000 7.41 3.300 10.1 0.99 0
480 1 18.1 101.5800 2.29 0.882 15.9 0.99 0
481 0 16.7 1.1300 2.86 1.980 10.8 1.00 0
482 0 14.9 66.1200 0.57 0.340 11.6 0.54 0
485 0 16.4 38.0980 5.14 0.760 5.4 0.03 0
486 1 18.4 76.2360 1.15 1.269 4.2 0.06 0
487 0 16.2 213.0400 4.57 0.280 22.2 0.73 1
489 0 15.0 301.4100 2.86 1.059 9.9 0.87 0
490 1 18.3 114.6300 0.57 0.847 14.2 0.49 0
491 0 16.0 326.2400 7.41 1.153 6.8 0.06 0
492 1 18.7 133.8100 1.15 1.153 5.7 0.11 0
493 0 18.3 106.6100 0.57 0.850 1.1 0.00 0
495 0 16.4 31.3820 1.15 0.866 22.6 0.84 0
496 0 15.9 66.3700 0.57 0.340 13.1 0.57 0
497 0 14.0 120.4000 7.41 1.153 24.7 1.00 0
498 0 15.8 27.1500 2.29 3.300 5.0 0.99 0
499 0 17.3 9.0200 1.72 1.980 17.3 0.78 0
500 0 17.0 36.9200 1.72 1.220 14.4 0.97 0
501 0 15.6 55.1200 5.14 3.300 27.6 0.98 0
502 0 16.2 59.1500 2.29 2.970 9.3 0.93 0
503 1 18.4 58.2220 10.76 1.122 9.3 0.30 1
504 0 16.5 4.6400 0.57 1.980 15.8 0.93 0
505 0 13.7 1.3200 1.15 0.520 18.2 1.00 0
506 0 15.7 35.4000 1.72 0.811 24.3 1.00 0
507 0 17.0 26.6900 13.50 1.220 32.0 0.99 0
508 0 15.6 85.5810 6.28 0.760 23.3 0.91 0
509 0 18.2 30.1240 3.43 2.206 14.5 0.05 0
510 1 18.1 84.9550 1.15 1.189 14.4 0.67 1
511 0 14.2 4.8000 1.72 0.320 11.0 0.71 0
513 0 18.0 8.0029 6.28 1.039 10.2 0.44 0
514 0 16.9 35.8000 1.15 0.550 25.6 0.90 0
515 1 18.4 47.3980 1.15 1.514 9.9 0.00 0
517 0 18.3 68.3380 0.57 1.514 18.1 0.12 0
518 0 17.5 144.1200 0.57 1.505 20.6 0.79 0
519 0 14.0 130.4700 10.20 1.980 29.0 0.99 0
521 0 13.6 218.9500 13.50 0.300 13.4 1.00 1
522 0 15.0 159.6100 2.29 1.220 19.8 0.68 0
523 1 18.5 69.4590 0.17 0.887 4.9 0.05 0
524 0 18.6 6.3290 3.43 1.333 16.8 0.08 0
526 1 18.9 6.0701 1.72 0.847 5.5 0.08 0
527 0 14.4 24.3600 1.15 0.290 10.1 0.01 0
528 1 16.9 15.2700 0.34 0.340 0.1 0.00 0
529 0 15.2 84.8900 1.15 2.680 26.1 1.00 0
530 0 15.6 2.7200 2.29 3.300 14.4 1.00 0
533 0 13.9 208.6200 5.14 0.970 18.6 1.00 1
534 0 17.0 75.8800 6.84 1.514 23.4 0.61 0
535 0 17.7 89.8280 0.57 0.584 20.7 0.60 0
536 0 16.4 97.7730 6.28 1.514 24.6 0.81 0
537 1 17.1 23.3600 0.57 0.966 24.3 0.86 0
538 0 14.7 89.9290 12.41 1.646 22.4 1.00 0
540 1 18.7 14.4930 0.34 1.153 10.5 0.24 0
541 1 17.2 62.2350 0.57 0.769 17.3 0.37 0
542 0 18.4 26.5370 2.86 1.514 15.0 0.09 0
543 1 18.9 4.5162 1.15 0.847 7.8 0.18 0
544 0 15.3 23.0370 1.72 2.234 6.7 0.76 0
545 0 19.3 2.7552 1.72 1.153 16.0 0.83 0
547 0 14.0 108.9100 2.29 0.350 6.4 0.14 0
548 1 16.3 110.9200 3.43 1.705 6.3 0.01 1
549 1 19.0 2.2907 2.29 0.854 6.8 0.33 0
550 0 16.9 3.7500 2.29 0.970 28.5 0.99 0
551 0 14.7 296.8100 3.43 1.190 23.7 0.73 1
552 0 18.9 1.8955 1.15 0.999 4.9 0.01 0
553 0 14.9 44.1100 7.41 1.980 29.0 1.00 0
554 1 17.9 185.5300 1.72 1.381 12.5 0.45 0
555 1 18.7 17.8200 0.57 0.847 2.0 0.00 0
556 0 18.2 95.0090 2.29 0.850 17.6 0.89 0
557 0 18.8 33.8900 0.06 1.015 0.1 0.50 0
558 0 15.7 2.6500 1.15 2.810 28.4 1.00 0
559 0 15.4 108.1900 1.15 2.250 10.3 0.81 0
560 0 12.3 57.2900 5.14 0.290 8.5 0.98 0
561 0 13.5 12.8100 15.11 1.980 18.2 0.99 0
563 0 19.0 4.9529 0.57 0.847 5.0 0.14 0
566 0 15.8 110.0500 1.15 0.220 11.2 0.07 0
570 1 17.7 184.2100 1.15 1.435 8.3 0.16 0
571 0 19.6 2.0712 1.72 1.153 10.2 0.91 0
572 1 17.2 1.2400 0.46 0.480 13.9 0.40 0
574 0 16.2 271.9300 3.43 0.560 27.2 0.95 1
577 0 16.8 251.4400 4.00 1.156 5.1 0.09 0
578 0 15.1 118.3700 3.43 2.330 19.4 0.99 0
579 0 17.7 97.9260 2.86 0.847 16.7 0.88 1
580 1 18.3 30.9430 0.57 1.514 26.3 1.00 0
581 0 17.9 17.6430 5.14 1.153 12.3 0.98 0
584 1 19.0 1.5012 0.57 0.847 8.8 0.62 0
585 0 18.6 17.4270 0.57 0.847 2.2 0.04 0
586 1 18.7 5.5829 0.57 0.847 2.3 0.01 0
588 0 16.0 116.9300 4.57 0.210 10.8 0.90 1
589 0 17.1 36.2600 1.72 1.230 13.4 0.07 0
590 1 18.7 21.3890 1.15 2.249 12.2 0.38 0
591 0 15.4 171.7100 7.97 0.976 24.6 0.99 0
592 0 16.3 65.7900 5.71 1.980 16.3 0.99 0
593 0 15.5 305.4100 2.29 1.100 3.6 0.16 1
594 0 15.8 28.4600 0.57 3.300 16.4 0.68 0
595 0 13.0 22.2700 15.11 1.980 10.8 1.00 0
596 0 16.1 26.1000 1.72 3.120 22.2 0.93 0
597 1 18.7 17.1540 0.46 0.760 2.0 0.01 0
598 0 13.6 119.4700 4.57 0.290 6.4 0.61 0
599 0 15.2 27.3700 2.86 3.300 11.7 0.62 0
600 0 13.6 208.1800 6.28 2.700 31.0 0.94 1
601 1 18.4 75.5320 1.15 1.205 9.7 0.24 0
602 0 18.6 24.6670 1.72 2.135 5.3 0.48 0
603 0 16.6 1.3600 4.57 1.220 26.6 0.96 0
604 0 19.3 0.2349 2.86 1.071 11.0 0.85 0
605 0 13.8 150.8000 4.57 2.930 30.9 0.99 0
606 0 18.7 1.6834 2.29 1.153 14.0 0.00 0
607 0 15.9 271.1600 7.41 0.290 28.9 0.96 1
608 0 17.3 40.9200 0.11 0.929 25.6 0.81 0
610 1 16.8 2.5900 1.15 0.550 16.0 0.16 0
611 0 16.8 44.3000 2.29 1.220 27.6 0.61 0
612 0 16.3 114.8100 6.28 1.153 20.2 0.72 0
613 0 15.4 65.9500 1.72 3.300 28.6 0.99 1
614 0 16.9 1.1500 1.15 1.220 21.6 0.73 0
615 1 16.9 4.1189 1.72 0.912 15.0 0.07 0
616 1 17.2 4.6700 0.46 0.480 14.0 0.41 0
618 0 13.7 112.5200 5.14 0.310 18.9 0.87 0
619 0 18.3 34.4670 0.57 1.514 20.7 1.00 0
620 0 16.4 252.2900 3.43 1.153 9.1 0.50 0
621 0 13.8 13.1000 0.57 0.410 11.2 0.39 0
624 0 18.1 73.2040 2.29 1.193 14.1 0.42 0
625 0 12.8 92.8100 6.84 0.290 12.9 0.14 0
626 0 16.9 91.0530 0.57 0.673 0.5 0.00 0
627 1 18.7 4.6126 4.00 1.153 16.0 0.97 0
631 0 17.4 6.4300 1.15 1.220 22.6 0.08 0
632 0 18.2 2.7749 5.14 1.153 24.4 0.90 0
634 1 16.6 27.3700 0.40 0.720 21.5 0.81 0
635 0 14.1 250.6200 5.14 0.210 17.2 0.99 1
636 1 17.0 26.8320 0.57 2.215 3.6 0.03 0
637 0 15.0 301.4100 2.86 1.059 9.9 0.87 0
638 0 19.3 2.1107 6.28 1.153 20.1 1.00 0
639 1 18.5 10.8980 1.72 1.514 20.1 0.92 0
640 1 17.2 4.6700 0.46 0.480 14.0 0.41 0
643 1 18.3 189.3800 0.57 1.161 6.8 0.10 0
644 0 18.4 47.3980 1.15 1.514 9.9 0.00 0
645 1 18.6 9.8402 1.15 0.847 6.7 0.63 0
646 0 19.1 1.0264 2.29 0.847 6.7 0.28 0
647 1 18.0 184.8600 1.15 1.374 12.2 0.33 0
648 0 13.6 1.1600 18.78 1.000 30.3 1.00 0
649 0 14.1 63.3100 2.29 0.290 23.8 0.38 0
650 0 16.9 7.9254 4.57 0.852 28.4 0.99 0
651 1 18.1 77.1080 2.29 1.425 13.8 0.23 0
652 0 17.5 5.4526 5.71 1.145 16.7 1.00 0
653 1 17.1 4.2400 0.57 0.550 15.0 0.31 0
654 0 18.6 10.6560 2.86 1.153 15.8 0.82 0
655 0 15.0 101.3500 7.41 2.070 16.6 1.00 0
656 0 18.1 6.3714 10.20 1.514 28.9 1.00 0
657 0 13.8 0.3400 6.28 0.790 26.4 0.99 0
658 0 12.3 125.2700 4.57 0.800 26.1 0.99 0
659 0 18.3 49.3060 0.57 1.514 21.1 0.92 0
661 0 16.4 27.1700 3.43 1.220 24.8 0.00 0
662 1 16.0 108.1000 2.86 0.841 25.3 1.00 0
663 0 15.7 206.1300 3.43 0.210 20.1 0.90 1
664 1 18.8 6.3662 0.52 1.514 24.6 0.78 0
666 1 18.7 5.8396 1.15 0.847 7.3 0.52 0
667 0 15.5 91.7090 5.14 0.886 12.2 0.59 0
668 0 18.7 6.4987 0.57 0.995 13.7 0.00 0
670 0 18.5 1.2861 2.29 1.457 19.4 0.76 0
671 0 16.1 28.6900 0.57 3.260 10.3 0.67 0
672 0 14.0 12.2900 15.11 1.980 12.6 0.98 0
673 0 15.5 145.8200 4.00 1.870 23.1 0.92 0
674 0 17.7 26.9400 2.86 1.514 15.7 0.43 0
675 0 16.7 2.4800 14.57 1.980 22.0 0.99 0
676 1 17.8 8.3239 0.57 0.805 17.7 0.49 0
677 0 13.6 169.2000 3.43 0.640 20.7 0.86 0
678 0 15.7 217.4500 1.72 0.210 18.5 0.76 1
679 0 16.4 93.2220 3.43 1.424 15.5 0.14 1
680 1 16.5 99.7190 2.86 0.822 24.5 0.80 0
681 1 19.6 13.9050 0.57 1.153 8.9 0.17 0
683 1 18.0 91.4370 1.72 0.850 14.9 0.75 0
684 0 13.9 244.6400 5.14 0.210 9.7 1.00 1
685 0 13.7 222.5800 4.57 0.210 22.0 0.76 0
687 0 18.2 87.7100 3.43 1.396 18.3 0.70 0
689 0 16.1 24.4170 2.29 1.966 1.9 0.01 0
690 0 18.7 1.6834 2.29 1.153 14.0 0.00 0
691 1 18.7 21.2430 0.57 0.847 2.0 0.02 0
692 0 15.3 157.8700 4.00 1.940 22.8 0.99 0
693 1 18.5 68.9450 0.17 0.887 4.8 0.05 0
694 1 17.7 25.8620 0.57 0.584 12.3 0.16 0
696 0 15.1 28.8800 0.57 0.290 19.5 0.24 0
697 0 16.9 78.8700 6.84 1.514 24.7 0.66 0
699 0 17.0 89.5670 6.28 1.514 21.9 0.60 0
700 0 16.5 244.4000 3.43 1.207 7.6 0.10 0
701 0 13.3 60.1100 7.41 0.290 17.9 0.08 0
702 0 16.6 5.2400 9.09 1.980 22.3 0.99 0
703 0 14.4 4.3700 0.40 0.290 13.0 0.30 0
704 0 16.9 78.3180 6.84 1.514 21.2 0.55 0
705 0 15.4 15.0230 11.86 0.881 22.9 0.99 0
706 0 13.9 37.9300 4.57 0.290 24.9 0.28 0
708 1 17.4 25.8700 0.57 0.550 16.4 0.09 0
709 0 16.8 38.1100 3.43 1.220 20.0 0.68 0
710 0 14.0 20.6500 0.57 0.450 9.5 0.79 0
711 0 17.1 25.0100 1.72 1.630 24.9 0.73 0
712 0 16.0 32.2600 0.57 3.270 9.8 0.61 0
713 0 15.9 4.7900 5.14 2.730 20.0 0.89 0
715 1 18.7 18.4350 2.29 1.153 14.9 0.84 0
716 0 16.9 40.4240 2.86 1.153 11.8 1.00 0
717 0 16.1 55.9400 1.72 0.540 15.7 0.62 0
718 0 17.2 15.0040 1.15 2.198 3.0 0.05 0
719 0 18.2 49.8990 1.15 1.514 15.1 0.46 0
720 0 19.4 2.2079 0.57 0.850 11.3 1.00 0
721 1 18.1 13.9010 5.14 0.847 7.8 0.11 0
722 0 16.0 42.8460 1.72 2.249 8.7 0.59 0
723 1 17.3 40.9200 0.11 0.929 25.6 0.81 0
724 0 15.9 7.9700 0.57 0.290 4.4 0.00 0
726 0 15.9 17.0500 0.57 2.840 18.4 0.82 0
727 0 15.2 149.3100 5.14 0.823 22.2 0.59 0
728 0 15.7 118.0000 6.28 1.111 22.9 0.99 0
729 0 16.5 42.0520 5.14 1.153 12.6 0.08 0
730 0 14.1 181.0500 4.00 1.970 28.8 0.99 0
731 0 15.2 16.7600 1.72 0.290 8.4 0.01 0
734 0 17.6 44.0470 3.43 1.567 29.7 1.00 0
735 0 14.0 94.8900 4.57 0.290 7.5 0.60 0
736 1 16.9 2.1900 5.71 1.980 11.4 1.00 0
737 0 16.1 10.5800 1.82 0.530 17.9 0.35 0
738 0 16.5 145.6100 1.72 0.210 18.2 0.44 1
739 0 16.5 213.4200 4.57 0.270 22.6 0.65 1
740 0 16.3 99.5360 2.86 0.781 8.4 0.00 0
741 1 18.9 7.7917 1.72 0.847 3.8 0.06 0
742 1 19.0 6.1147 2.29 1.045 18.7 0.84 0
743 0 18.1 75.8090 10.76 1.274 24.6 0.90 1
745 0 12.5 95.6500 8.53 0.300 8.0 0.77 0
747 0 18.8 0.6394 0.23 1.513 22.8 0.95 0
749 0 18.4 91.3660 0.57 0.864 6.3 0.01 1
750 0 19.0 1.0367 0.57 0.847 8.4 0.41 0
751 0 11.9 38.4700 7.97 0.290 8.1 0.00 0
752 0 14.9 27.0610 2.29 2.247 11.8 0.92 0
753 0 14.3 51.2900 4.00 0.350 10.2 0.02 0
754 0 18.1 148.5900 0.57 1.217 14.8 0.79 0
755 0 17.3 1.6800 1.15 1.980 24.3 0.84 0
756 0 15.4 70.9900 9.65 3.300 21.8 0.90 1
757 0 15.1 108.6800 4.00 0.900 31.4 0.98 1
758 1 18.9 7.9502 0.52 0.847 5.5 0.17 0
759 0 15.6 33.0500 0.57 3.250 14.6 0.81 0
760 1 17.5 215.0600 6.28 1.362 18.1 0.26 0
761 0 14.9 45.7370 2.29 2.249 3.9 0.38 0
762 0 15.6 15.0700 3.43 3.300 11.3 0.86 0
763 0 15.7 58.2300 2.29 3.300 15.3 0.77 1
764 0 15.2 41.1800 2.29 3.300 11.8 0.28 0
765 0 18.6 6.8587 1.72 0.847 4.3 0.08 0
766 0 17.2 36.5780 6.28 1.514 7.4 0.16 1
767 0 18.8 44.4420 0.57 1.153 8.1 0.12 0
768 0 15.6 12.0600 0.57 3.300 13.1 0.73 0
769 0 16.8 9.0666 1.72 0.976 18.6 1.00 0
771 1 18.4 74.0130 1.15 1.221 8.3 0.18 0
772 0 15.9 192.1900 1.72 0.210 18.3 0.00 1
773 0 15.8 28.3000 6.84 3.300 31.8 1.00 0
774 0 16.7 48.3900 1.72 1.850 28.6 0.92 0
775 0 16.6 63.1500 1.72 1.820 28.7 0.90 0
777 0 17.0 5.4200 0.57 0.650 31.1 0.77 0
779 0 14.8 135.3800 6.28 1.070 11.0 0.53 1
780 0 18.9 0.9818 1.15 1.153 18.4 0.55 0
781 0 16.1 110.9200 6.28 1.153 24.4 0.99 0
782 1 18.9 1.3564 1.15 0.847 4.3 0.26 0
783 1 18.0 184.8600 1.15 1.374 12.2 0.33 0
784 0 15.4 103.9500 2.29 3.300 14.3 0.94 0
785 0 12.8 47.2200 6.28 0.290 4.8 0.09 1
786 0 15.6 33.0500 0.57 3.250 14.6 0.81 0
788 0 15.7 20.2000 5.14 3.190 18.1 0.98 0
789 0 15.6 3.5395 11.31 0.859 27.4 1.00 0
790 0 18.3 29.8910 1.72 0.847 9.4 0.08 0
791 1 18.4 74.0130 1.15 1.221 8.3 0.18 0
792 0 16.0 5.0800 6.28 0.550 20.6 0.41 0
793 0 18.5 62.6400 0.57 0.847 9.4 0.11 0
794 0 17.2 202.0900 3.43 0.210 19.5 0.91 1
795 0 18.4 45.0510 0.57 1.514 18.7 0.60 0
796 0 14.7 179.4200 4.57 0.380 13.6 0.83 1
797 0 16.5 278.2400 9.09 1.270 23.1 0.98 1
798 0 12.6 157.4900 5.71 0.220 2.4 0.88 1
799 0 18.2 33.7110 3.43 1.514 18.9 1.00 0
800 0 14.5 318.2600 7.41 2.590 32.6 0.99 1
801 1 18.5 77.4060 4.00 1.183 19.1 0.45 0
802 0 15.7 101.6200 4.00 1.040 27.1 0.96 1
804 0 16.2 52.8600 0.57 2.360 27.1 0.91 0
805 0 16.5 0.6900 2.86 1.220 22.4 0.99 0
806 1 16.9 2.2400 0.57 1.980 9.8 0.11 0
807 0 14.6 77.9300 4.00 3.300 33.5 0.98 0
808 0 15.9 174.9600 5.14 0.881 22.4 0.46 0
809 0 18.6 11.7570 1.15 2.249 18.7 0.64 0
810 0 18.6 11.0250 1.15 0.847 1.8 0.01 0
811 0 15.1 24.8800 0.57 0.290 8.9 0.04 0
812 0 17.9 122.9500 3.43 1.027 14.0 0.81 0
813 1 18.1 110.7100 0.57 0.847 1.2 0.00 0
814 0 18.8 6.4493 0.00 1.514 8.3 0.54 0
815 0 18.4 2.4728 2.29 1.118 18.4 0.97 0
816 0 17.4 69.0540 2.86 1.514 3.4 0.27 1
817 0 14.9 96.7400 0.57 0.380 10.2 0.05 0
818 0 14.2 9.2200 0.57 0.290 21.3 0.38 0
819 0 15.5 152.5700 4.57 0.640 22.2 0.97 1
820 0 15.9 111.9600 6.28 1.153 26.2 1.00 0
821 1 17.9 195.4600 1.15 1.450 19.5 0.61 0
822 0 13.4 298.0000 8.53 0.350 22.7 1.00 1
823 0 17.6 291.2600 1.15 1.159 13.5 0.93 0
824 0 17.2 1.3900 1.72 1.220 22.1 0.98 0
825 1 18.3 57.8020 1.15 1.003 13.7 0.56 0
826 0 16.3 135.2700 4.57 0.280 1.5 0.97 1
827 0 18.9 1.4185 0.40 0.887 9.8 0.74 0
828 0 15.2 188.4800 6.28 1.870 31.1 0.98 1
829 0 15.7 43.3600 2.86 2.760 14.3 1.00 0
830 0 18.2 10.9350 6.84 1.153 14.3 1.00 0
831 0 16.0 69.0000 0.57 0.340 13.1 0.58 0
833 0 17.8 77.0110 2.29 0.847 18.1 0.99 0
834 0 15.3 11.5800 2.86 3.300 15.6 0.82 0
836 0 18.6 35.9030 4.00 1.153 5.0 0.59 0
838 0 15.4 11.7600 4.57 3.300 10.9 0.86 0
839 0 15.8 7.3700 0.40 0.290 0.9 0.00 0
841 0 15.5 54.0000 1.15 2.530 2.6 0.45 0
842 0 14.2 330.3100 10.20 1.840 24.6 0.99 1
843 0 15.0 18.6800 6.84 3.300 23.2 1.00 0
844 0 15.4 12.8800 4.57 3.300 14.4 0.78 0
845 0 15.9 3.7700 2.29 2.590 18.7 0.96 0
846 1 17.1 8.2600 0.34 1.980 12.2 0.63 0
847 0 18.0 24.3890 0.17 0.601 19.5 0.16 0
849 0 14.8 60.9800 7.97 0.490 12.8 0.13 0
850 0 13.9 243.4600 5.14 0.210 25.5 0.99 1
851 0 18.7 4.5753 0.57 0.847 5.4 0.10 0
853 1 16.7 17.9440 1.15 2.249 12.3 0.57 0
854 1 18.7 20.9520 4.00 1.045 17.5 1.00 0
855 0 16.5 64.4300 0.46 0.600 5.2 0.12 0
857 0 15.2 8.4500 0.34 3.300 3.8 0.97 0
860 0 13.5 19.8300 1.15 0.830 27.2 0.89 0
862 0 18.3 34.7330 4.00 2.177 14.1 0.26 0
863 0 17.0 5.0700 0.52 1.980 18.3 0.99 0
864 0 15.5 26.9870 1.72 2.249 2.6 0.48 0
865 0 17.1 28.6350 8.53 1.514 13.8 0.01 0
866 0 17.3 204.4500 1.72 1.514 16.9 0.54 0
867 0 18.2 206.6400 0.57 1.153 9.6 0.23 0
868 0 18.8 4.0404 0.40 1.514 3.9 0.45 0
869 0 18.5 35.6730 1.15 1.514 20.7 0.30 0
871 0 16.8 243.7100 3.43 0.210 18.1 0.99 1
872 0 16.7 1.6500 12.41 1.980 30.8 0.98 0
873 0 16.0 53.5700 1.15 2.740 15.8 0.87 0
875 0 15.1 93.4700 2.29 0.350 13.9 0.60 0
877 0 19.3 2.3155 1.72 1.153 14.3 0.84 0
878 1 17.0 3.7735 0.57 0.913 17.8 0.29 0
879 0 17.5 22.2400 2.29 1.220 20.6 0.16 0
880 0 15.1 28.5770 2.29 2.249 2.9 0.36 0
882 0 17.2 40.7330 3.43 0.875 20.7 0.56 0
883 0 17.8 71.2230 4.57 0.723 21.8 0.67 0
884 0 17.3 268.6100 3.43 1.037 13.5 0.00 1
885 0 15.6 147.4300 6.28 0.210 19.5 0.62 1
886 0 15.8 157.7000 5.14 0.787 25.3 0.81 0
888 0 17.2 10.0820 9.09 0.847 7.8 1.00 1
890 0 12.7 41.8900 6.28 0.290 9.6 0.00 1
891 1 18.8 13.9060 0.52 0.847 8.5 0.17 0
892 1 18.7 17.4230 1.15 0.847 4.2 0.00 0
893 0 17.0 5.4200 0.57 0.650 31.1 0.77 0
894 0 15.3 5.7700 0.57 3.300 14.4 0.44 0
896 0 14.0 130.3400 5.14 2.040 29.0 0.99 0
897 0 17.2 1.5800 1.72 1.220 23.4 0.63 0
898 0 17.5 28.0240 4.00 1.688 22.5 0.99 0
899 0 15.3 83.4000 1.15 0.340 11.1 0.61 0
901 0 15.9 64.9300 0.57 0.680 11.4 0.58 0
902 0 15.3 73.4200 1.72 0.770 25.4 0.89 0
903 1 19.5 12.6920 1.15 1.153 11.5 0.23 0
905 0 16.2 271.9300 3.43 0.560 27.2 0.95 1
906 0 13.6 192.2200 4.57 0.230 17.5 0.69 0
907 0 17.0 101.9000 6.28 1.153 13.8 0.16 0
908 1 15.1 27.2300 0.52 0.290 6.6 0.01 0
909 0 16.2 30.8080 1.15 0.976 21.7 0.99 1
910 0 14.7 129.6400 4.00 0.270 9.7 0.29 0
911 0 16.0 70.1500 0.57 0.340 13.1 0.57 0
912 0 16.9 279.3700 1.72 1.095 9.5 0.75 0
913 0 13.0 21.4500 15.11 1.980 8.5 1.00 0
914 0 16.2 125.9500 2.29 0.758 16.3 0.76 0
916 0 16.2 123.9400 6.28 1.149 16.4 0.40 0
917 0 18.6 4.3610 2.29 1.153 14.9 1.00 0
918 0 12.1 257.7700 6.84 0.210 4.6 0.99 0
919 0 15.4 162.1700 4.57 0.490 10.8 0.32 1
920 0 15.9 54.7170 5.14 0.911 17.4 1.00 0
921 0 16.1 1.1500 0.00 0.290 1.9 0.00 0
923 0 14.8 59.2700 2.29 0.550 21.2 1.00 0
924 1 18.4 77.9220 0.57 0.847 4.6 0.02 1
926 0 17.5 31.5670 4.00 1.514 10.6 1.00 0
927 0 18.1 140.8100 0.57 0.848 7.1 0.13 0
928 0 19.3 4.9601 0.57 0.850 7.9 0.47 0
929 0 14.1 96.7300 4.00 0.800 25.1 1.00 0
930 1 17.6 4.1665 0.57 1.710 3.1 0.05 0
931 0 14.7 31.9050 2.86 2.249 3.8 0.84 0
932 0 17.4 72.5030 0.00 0.584 0.3 0.00 0
933 0 16.1 197.3700 1.72 0.210 4.4 0.00 1
934 0 16.5 25.8000 0.34 2.360 27.1 0.88 0
935 0 14.4 175.3400 4.57 0.240 16.9 0.39 0
936 1 17.0 3.7735 0.57 0.913 17.8 0.29 0
937 1 18.2 63.3540 2.86 1.288 9.2 0.22 0
938 0 17.4 17.7900 0.57 1.220 25.1 0.39 0
939 1 17.1 8.3400 0.46 0.480 14.0 0.41 0
940 0 13.0 261.9900 12.95 0.240 19.9 0.98 1
941 1 17.0 20.9980 0.57 0.975 22.6 0.87 0
942 1 19.4 11.3910 0.57 1.153 8.0 0.35 0
943 0 18.7 8.5575 1.15 0.847 10.8 0.84 0
945 0 15.1 3.3400 1.72 3.300 17.4 0.99 0
946 0 17.0 92.4510 0.50 0.603 8.2 0.04 0
947 0 12.8 151.6900 4.57 0.980 30.9 0.99 0
948 1 16.8 31.1300 0.17 0.340 0.2 0.06 0
949 0 17.3 4.1759 1.72 2.249 4.3 0.00 0
950 1 16.9 138.5300 5.14 0.847 16.8 0.11 0
951 0 17.9 199.6700 1.15 1.454 15.5 0.29 0
953 0 14.5 20.1800 0.57 0.290 8.4 0.14 0
954 0 14.5 133.0600 6.28 1.410 16.6 1.00 0
956 0 12.2 159.2800 5.71 0.260 8.7 0.94 1
958 0 15.4 27.0530 2.29 2.224 2.9 0.26 0
959 0 13.9 92.6300 4.57 0.290 6.9 0.15 0
960 0 14.8 149.4200 9.09 0.848 26.5 1.00 0
961 0 18.3 20.2020 1.72 1.153 17.3 0.68 0
962 0 12.8 90.4600 6.84 0.290 11.4 0.26 0
963 0 16.5 222.4400 5.14 0.888 11.3 0.14 0
966 0 16.1 0.8400 0.00 0.290 0.3 0.00 0
968 0 15.4 13.1300 0.57 3.300 11.3 0.87 0
969 0 15.4 34.2600 2.29 3.300 16.9 0.96 0
970 0 17.5 29.4800 12.95 0.847 12.6 0.19 1
971 0 14.6 0.4200 0.46 0.340 16.7 0.80 0
972 0 16.0 36.3300 1.15 2.840 23.4 0.96 0
973 0 17.7 188.2800 1.15 1.377 12.6 0.45 0
975 0 17.9 7.4454 4.57 1.496 12.8 0.32 0
976 0 15.8 88.8000 3.43 2.810 25.4 0.92 0
977 0 16.2 76.9400 2.86 3.300 9.0 0.95 0
978 0 14.7 52.2700 3.43 0.550 23.2 1.00 0
979 0 15.3 27.3600 9.65 3.300 14.9 0.99 0
980 0 14.4 14.7400 0.29 0.290 9.6 0.09 0
981 0 13.6 250.8000 4.00 0.230 25.9 0.97 1
983 1 18.9 2.2285 0.57 0.847 3.1 0.01 0
984 0 18.8 4.0868 0.57 1.003 15.8 0.00 0
985 0 14.1 243.8600 4.00 0.240 24.4 0.90 1
986 0 17.0 33.2400 1.15 1.220 22.5 0.77 0
988 0 14.9 308.2200 20.30 1.540 30.5 0.82 1
989 0 17.0 42.8290 9.09 1.153 15.3 0.64 0
990 0 15.6 12.6000 1.15 3.300 13.7 0.97 0
991 0 15.1 14.2300 1.15 3.300 12.5 0.73 0
992 1 19.6 0.6291 1.15 1.153 12.3 0.64 0
993 0 14.9 26.5200 2.86 3.300 26.8 0.95 0
994 0 17.2 23.6260 2.29 2.249 16.9 0.50 0
995 0 18.1 24.8250 2.29 1.514 7.7 0.46 1
996 0 13.5 126.7500 6.28 0.290 15.6 0.85 0
997 0 13.7 74.4100 3.43 0.760 29.1 0.99 0
998 0 15.2 105.6400 2.29 0.250 13.3 0.15 0
999 0 18.4 48.3960 2.29 0.847 5.3 0.17 0
1000 0 14.7 37.1500 0.29 0.310 14.5 0.43 0
Method LocSed
1 electric 4.8
2 electric 2.0
3 spo 1.0
4 electric 4.0
5 electric 4.7
6 electric 4.5
7 electric 4.3
10 electric 3.6
11 electric 3.7
12 electric 1.0
13 electric 3.4
14 electric 4.6
15 electric 5.2
17 electric 4.9
18 trap 1.9
19 mixture 2.8
20 electric 4.2
21 electric 4.4
22 electric 4.8
23 electric 1.0
24 electric 3.3
25 electric 3.7
30 electric 3.5
31 electric 5.8
32 mixture 1.0
35 electric 4.1
36 electric 3.5
37 trap 3.0
38 spo 4.1
39 electric 1.8
40 electric 5.0
41 electric 2.8
43 electric 4.7
44 electric 4.5
45 electric 4.5
46 electric 4.9
47 electric 3.5
48 electric 1.6
49 electric 1.0
50 electric 3.9
51 net 1.0
52 electric 2.2
53 spo 3.6
56 electric 1.9
57 electric 3.4
59 spo 4.4
60 electric 2.0
61 electric 5.5
62 electric 1.0
63 electric 3.8
64 electric 3.4
65 electric 3.1
66 electric 3.3
68 electric 3.2
69 electric 3.0
70 electric 4.6
71 electric 2.1
72 electric 4.5
73 electric 4.2
74 electric 4.7
75 electric 5.2
76 electric 4.7
79 electric 4.9
80 electric 5.7
81 electric 2.0
82 electric 3.8
83 electric 4.0
84 mixture 3.9
85 electric 4.1
87 spo 5.0
88 electric 5.6
89 electric 4.6
90 electric 4.7
91 electric 3.5
93 mixture 1.0
94 electric 3.8
95 electric 4.2
96 electric 4.4
97 electric 3.6
98 electric 5.0
99 spo 3.0
101 electric 1.8
102 electric 4.2
104 electric 4.2
105 electric 4.0
106 electric 4.2
107 electric 3.8
108 electric 4.5
109 electric 3.8
111 electric 5.2
113 electric 6.0
114 electric 3.7
116 electric 3.4
117 electric 4.3
118 electric 3.0
119 electric 2.4
120 net 2.6
121 electric 5.1
123 electric 1.3
124 trap 4.6
125 electric 4.0
126 electric 5.5
127 spo 4.1
128 electric 4.5
130 electric 4.2
131 electric 4.6
132 electric 4.2
133 electric 4.8
134 electric 4.7
135 trap 1.9
136 trap 1.0
137 electric 4.7
138 electric 1.4
140 electric 4.0
141 electric 4.5
142 electric 5.0
144 electric 4.0
147 electric 3.9
148 mixture 1.8
149 trap 1.0
150 electric 4.7
151 electric 5.2
152 electric 5.0
153 electric 3.2
154 electric 2.5
155 trap 1.3
156 electric 2.2
157 electric 1.0
158 electric 4.6
159 electric 2.2
160 electric 5.2
162 electric 6.5
163 electric 1.2
165 electric 4.6
166 electric 4.0
167 electric 5.6
168 electric 5.0
169 electric 4.0
170 electric 4.0
171 electric 4.5
172 net 1.2
174 electric 4.5
175 trap 3.4
176 electric 3.5
177 electric 4.0
178 electric 6.9
179 electric 4.7
180 electric 3.0
182 electric 2.8
184 electric 3.5
185 spo 4.0
186 net 3.5
187 spo 1.4
189 electric 4.2
190 electric 2.9
191 net 4.0
192 electric 4.5
193 electric 4.8
196 electric 4.3
197 electric 3.6
198 electric 4.7
199 electric 4.4
200 electric 6.2
201 electric 4.3
202 electric 6.5
203 electric 6.5
204 electric 4.2
205 mixture 1.0
206 electric 3.7
207 electric 4.0
208 electric 1.1
211 electric 1.2
213 mixture 5.0
214 net 1.0
215 electric 2.8
216 electric 4.0
217 electric 4.7
218 electric 3.9
219 electric 4.0
220 electric 3.8
221 trap 1.5
224 electric 4.4
225 electric 3.8
228 electric 4.7
229 electric 5.0
230 electric 4.2
231 electric 4.2
233 electric 4.0
234 electric 4.5
235 trap 2.0
236 electric 4.6
237 electric 3.0
238 net 1.9
239 electric 4.0
240 electric 5.5
241 electric 5.2
242 trap 1.8
244 spo 2.6
245 electric 1.4
246 electric 6.0
247 electric 4.8
248 electric 4.4
249 spo 1.4
250 electric 4.9
251 trap 1.8
252 electric 6.4
253 electric 2.0
254 electric 3.6
255 electric 2.1
256 electric 5.6
257 electric 4.6
259 electric 2.2
260 electric 4.5
262 electric 1.0
263 electric 4.0
264 electric 5.5
265 electric 4.8
266 electric 1.0
267 electric 4.2
268 electric 3.4
269 electric 5.8
270 electric 4.2
271 net 2.5
272 electric 5.3
273 electric 4.1
275 electric 4.0
276 electric 4.5
277 mixture 1.6
278 electric 4.1
279 electric 3.4
280 mixture 1.0
281 electric 3.3
282 electric 3.3
283 mixture 1.0
286 electric 3.4
287 electric 5.2
289 electric 3.4
290 electric 4.8
291 electric 3.2
293 electric 4.5
294 electric 4.2
295 spo 5.1
296 electric 4.5
297 electric 4.3
298 electric 3.0
299 net 1.9
300 electric 1.4
302 net 2.5
303 electric 2.1
305 electric 3.9
306 electric 1.0
307 net 3.5
308 electric 3.1
309 spo 4.8
310 spo 4.6
312 electric 4.4
313 electric 4.8
314 net 2.6
315 electric 3.3
317 electric 4.2
320 electric 3.5
321 electric 4.8
323 electric 1.0
324 electric 1.2
325 mixture 1.0
326 electric 4.0
327 electric 4.0
329 electric 5.6
330 electric 3.7
333 electric 4.3
334 electric 4.7
335 spo 5.2
336 electric 3.7
337 electric 3.0
338 electric 3.4
339 electric 4.8
340 electric 2.2
341 electric 1.0
342 electric 2.2
343 electric 4.6
344 spo 5.3
345 electric 4.7
346 electric 3.8
347 electric 4.4
348 mixture 2.3
349 electric 4.3
351 net 4.5
353 electric 1.3
354 electric 3.3
355 electric 4.8
356 electric 3.0
358 electric 4.4
359 electric 3.4
360 spo 5.0
361 electric 2.5
362 electric 4.1
364 electric 1.0
365 mixture 4.0
366 trap 1.6
367 electric 3.5
369 electric 5.0
370 electric 3.7
371 electric 4.0
372 electric 4.8
373 electric 3.7
374 electric 3.4
375 electric 4.0
376 electric 3.8
377 mixture 2.2
378 electric 3.6
379 electric 5.0
380 trap 1.5
381 electric 4.7
382 electric 3.2
383 electric 5.2
384 electric 3.6
385 electric 5.0
386 electric 2.7
387 electric 3.9
388 mixture 1.7
389 electric 4.8
391 trap 4.0
392 net 2.2
393 electric 5.3
394 trap 4.4
395 electric 3.9
398 electric 5.3
399 electric 4.8
400 electric 4.3
401 electric 1.2
402 trap 1.0
403 electric 5.8
404 electric 4.8
405 electric 4.0
406 electric 5.0
407 electric 5.4
408 electric 3.6
409 electric 3.0
412 electric 4.5
413 electric 4.9
414 electric 1.7
415 electric 2.7
416 trap 1.2
417 electric 4.6
419 spo 2.6
420 electric 3.9
421 electric 4.1
423 electric 5.5
425 electric 3.1
426 electric 3.4
428 electric 4.5
430 electric 1.0
432 electric 4.9
433 trap 1.4
434 electric 3.5
435 electric 5.7
436 mixture 2.6
438 electric 5.3
439 trap 1.6
440 electric 4.5
441 electric 4.5
442 electric 3.8
443 electric 3.4
445 electric 1.0
447 electric 4.2
449 electric 4.2
450 electric 5.1
451 electric 2.1
453 mixture 4.4
454 electric 6.2
455 electric 4.2
456 electric 4.8
457 electric 1.8
458 electric 3.1
459 net 1.8
460 electric 4.3
461 electric 4.0
463 electric 2.6
465 electric 6.8
466 electric 5.6
468 electric 4.7
469 net 3.2
470 electric 5.1
471 electric 2.8
472 electric 2.0
473 electric 3.4
474 electric 2.6
475 electric 4.2
477 electric 4.7
479 trap 6.1
480 electric 3.0
481 electric 4.5
482 electric 3.7
485 trap 1.0
486 electric 4.8
487 electric 4.6
489 electric 3.5
490 electric 3.8
491 electric 1.8
492 electric 4.9
493 trap 2.4
495 electric 6.0
496 electric 4.3
497 electric 5.0
498 electric 5.0
499 spo 4.3
500 electric 4.8
501 electric 5.4
502 electric 3.8
503 net 1.5
504 electric 4.8
505 electric 3.8
506 spo 4.3
507 electric 5.0
508 electric 5.0
509 electric 3.5
510 electric 5.0
511 electric 4.7
513 mixture 1.0
514 electric 5.2
515 electric 4.1
517 electric 1.6
518 electric 4.8
519 electric 4.3
521 electric 3.6
522 electric 4.7
523 net 2.0
524 electric 1.4
526 mixture 2.0
527 electric 5.4
528 electric 5.4
529 electric 4.9
530 mixture 3.0
533 electric 3.3
534 electric 3.4
535 electric 4.1
536 electric 4.5
537 electric 4.8
538 electric 5.8
540 electric 1.3
541 electric 3.3
542 electric 5.2
543 electric 1.0
544 mixture 5.2
545 electric 5.6
547 electric 5.0
548 electric 1.5
549 mixture 4.1
550 electric 4.2
551 electric 3.0
552 electric 3.0
553 electric 3.6
554 electric 2.7
555 electric 1.6
556 electric 4.8
557 trap 1.2
558 electric 3.8
559 electric 3.1
560 electric 6.0
561 electric 4.0
563 mixture 1.0
566 electric 3.5
570 electric 2.2
571 trap 1.0
572 electric 3.6
574 electric 3.4
577 net 2.9
578 electric 4.3
579 electric 3.9
580 electric 3.1
581 electric 4.4
584 mixture 1.0
585 net 1.0
586 electric 1.0
588 electric 4.0
589 electric 3.5
590 electric 3.0
591 electric 5.8
592 electric 5.5
593 electric 4.2
594 electric 4.2
595 electric 5.8
596 electric 4.6
597 electric 2.1
598 electric 4.5
599 electric 3.6
600 electric 3.1
601 electric 5.0
602 electric 2.9
603 electric 5.1
604 net 5.0
605 electric 5.1
606 electric 4.2
607 electric 4.5
608 net 3.3
610 electric 5.3
611 electric 4.8
612 electric 4.2
613 electric 5.0
614 electric 3.2
615 electric 3.2
616 electric 3.6
618 electric 4.1
619 electric 3.2
620 electric 4.2
621 electric 2.5
624 electric 5.3
625 electric 6.4
626 trap 2.3
627 electric 4.3
631 electric 5.0
632 electric 5.3
634 electric 3.5
635 electric 4.3
636 electric 4.8
637 electric 5.5
638 spo 6.1
639 electric 3.2
640 electric 4.2
643 mixture 3.1
644 electric 2.8
645 mixture 2.9
646 trap 1.0
647 electric 2.6
648 electric 3.5
649 electric 4.5
650 spo 5.4
651 mixture 6.7
652 electric 3.2
653 electric 2.4
654 electric 5.8
655 electric 5.1
656 electric 4.7
657 electric 5.2
658 electric 4.9
659 electric 1.3
661 electric 7.0
662 electric 5.3
663 electric 4.0
664 electric 3.5
666 electric 1.6
667 electric 4.7
668 electric 4.8
670 electric 4.8
671 electric 4.3
672 electric 3.5
673 electric 4.0
674 electric 6.3
675 electric 2.4
676 electric 2.8
677 electric 4.9
678 electric 4.0
679 electric 1.5
680 electric 4.3
681 electric 4.9
683 electric 2.8
684 electric 4.8
685 electric 4.5
687 electric 5.2
689 electric 4.2
690 electric 5.2
691 net 2.6
692 electric 3.9
693 mixture 1.5
694 electric 1.2
696 electric 3.5
697 electric 3.8
699 electric 3.6
700 net 1.0
701 electric 4.8
702 electric 5.7
703 electric 2.2
704 electric 3.2
705 spo 5.2
706 electric 5.2
708 electric 2.2
709 electric 5.7
710 electric 1.8
711 electric 5.0
712 electric 4.4
713 electric 3.4
715 electric 4.5
716 electric 5.2
717 electric 3.6
718 electric 4.4
719 electric 4.0
720 trap 3.6
721 electric 6.5
722 electric 3.9
723 electric 3.1
724 trap 2.6
726 electric 5.2
727 electric 5.0
728 electric 4.2
729 electric 4.6
730 electric 4.6
731 trap 1.0
734 electric 5.4
735 electric 4.0
736 electric 2.6
737 net 4.2
738 net 3.8
739 electric 4.2
740 electric 4.5
741 electric 4.6
742 mixture 3.6
743 electric 3.8
745 electric 3.9
747 mixture 3.5
749 net 1.5
750 net 1.8
751 electric 3.4
752 electric 5.0
753 electric 4.2
754 electric 5.5
755 electric 4.7
756 electric 4.0
757 electric 4.2
758 electric 1.4
759 electric 4.3
760 spo 4.5
761 spo 3.6
762 electric 2.5
763 electric 3.4
764 electric 4.0
765 trap 2.4
766 electric 2.9
767 electric 1.2
768 electric 3.8
769 electric 3.2
771 electric 4.8
772 electric 3.8
773 electric 4.8
774 electric 4.9
775 electric 5.5
777 electric 4.2
779 electric 2.0
780 mixture 2.2
781 electric 4.7
782 mixture 6.8
783 trap 4.2
784 electric 4.0
785 electric 1.2
786 electric 4.4
788 electric 4.7
789 spo 4.2
790 electric 4.7
791 electric 4.8
792 electric 4.1
793 net 1.0
794 electric 5.3
795 electric 2.2
796 electric 3.9
797 electric 4.5
798 electric 2.9
799 electric 5.9
800 electric 3.3
801 electric 5.0
802 electric 4.5
804 electric 4.8
805 spo 4.2
806 electric 4.2
807 electric 5.5
808 electric 4.0
809 electric 3.9
810 electric 2.3
811 trap 1.4
812 electric 5.1
813 net 2.5
814 net 2.0
815 electric 3.6
816 electric 3.1
817 electric 4.5
818 electric 4.8
819 electric 4.7
820 electric 4.3
821 electric 3.5
822 electric 4.1
823 electric 3.4
824 electric 4.3
825 electric 4.5
826 electric 4.9
827 trap 1.0
828 electric 4.4
829 electric 4.7
830 electric 4.5
831 electric 3.5
833 electric 3.8
834 electric 5.1
836 electric 1.0
838 electric 4.4
839 trap 1.0
841 electric 3.8
842 electric 4.5
843 net 4.8
844 electric 5.2
845 electric 3.3
846 electric 4.0
847 electric 1.2
849 electric 3.5
850 electric 4.6
851 mixture 5.6
853 electric 5.5
854 spo 3.7
855 trap 3.8
857 trap 4.8
860 electric 5.4
862 electric 3.0
863 electric 1.5
864 spo 4.7
865 electric 6.9
866 electric 4.9
867 electric 3.6
868 mixture 1.0
869 electric 5.2
871 electric 4.2
872 electric 4.9
873 electric 3.5
875 electric 4.1
877 spo 3.5
878 electric 3.9
879 electric 5.0
880 spo 4.8
882 electric 1.4
883 electric 5.0
884 net 4.0
885 electric 4.6
886 electric 4.6
888 electric 3.5
890 electric 5.0
891 electric 1.0
892 mixture 1.0
893 electric 5.2
894 electric 4.3
896 electric 3.8
897 electric 4.5
898 spo 2.5
899 electric 5.0
901 trap 3.0
902 electric 4.7
903 electric 2.2
905 electric 3.4
906 electric 4.1
907 electric 3.6
908 mixture 1.0
909 electric 4.3
910 electric 3.6
911 electric 4.5
912 electric 5.8
913 electric 6.2
914 electric 3.8
916 electric 4.3
917 electric 5.5
918 electric 4.3
919 electric 4.3
920 electric 5.5
921 trap 3.3
923 electric 5.1
924 net 1.0
926 electric 6.8
927 net 1.9
928 trap 2.0
929 electric 4.3
930 electric 2.0
931 electric 4.6
932 net 2.8
933 electric 3.0
934 electric 4.7
935 electric 3.0
936 electric 3.4
937 electric 2.5
938 electric 5.5
939 electric 3.5
940 electric 3.5
941 electric 3.3
942 net 2.8
943 mixture 3.7
945 electric 4.8
946 spo 4.4
947 electric 4.1
948 electric 2.7
949 spo 4.7
950 electric 3.6
951 mixture 1.0
953 electric 5.2
954 electric 5.1
956 electric 4.0
958 electric 4.8
959 electric 5.4
960 spo 5.1
961 electric 4.8
962 electric 5.3
963 electric 4.5
966 trap 1.0
968 electric 4.0
969 trap 5.0
970 electric 5.4
971 trap 4.7
972 electric 4.3
973 electric 3.4
975 electric 4.4
976 electric 3.9
977 electric 3.2
978 electric 4.8
979 spo 5.1
980 electric 1.0
981 electric 5.6
983 mixture 7.0
984 electric 3.9
985 electric 4.2
986 electric 4.7
988 electric 5.5
989 electric 5.5
990 electric 2.6
991 electric 5.4
992 spo 1.8
993 electric 4.7
994 electric 4.2
995 electric 2.8
996 electric 5.5
997 electric 4.8
998 net 1.0
999 net 1.4
1000 electric 2.5Test / train split
EDA
EDA (part 1)
EDA (part 2)
EDA (part 3)
Basic Model
Model
Call:
glm(formula = presence ~ SegSumT, family = binomial, data = anguilla_train)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -15.02201 1.53770 -9.769 <2e-16 ***
SegSumT 0.80047 0.08726 9.173 <2e-16 ***
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 627.81 on 617 degrees of freedom
Residual deviance: 501.93 on 616 degrees of freedom
AIC: 505.93
Number of Fisher Scoring iterations: 5Fit
# A tibble: 618 × 8
presence SegSumT .fitted .resid .hat .sigma .cooksd .std.resid
<int> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl> <dbl>
1 0 16.4 0.131 -0.529 0.00260 0.903 0.000197 -0.530
2 1 17.1 0.209 1.77 0.00232 0.901 0.00443 1.77
3 0 14 0.0216 -0.209 0.00231 0.903 0.0000256 -0.209
4 0 18.2 0.389 -0.992 0.00364 0.903 0.00117 -0.994
5 0 15.6 0.0735 -0.391 0.00286 0.903 0.000114 -0.391
6 0 18.3 0.408 -1.02 0.00395 0.902 0.00137 -1.03
7 0 18.5 0.447 -1.09 0.00466 0.902 0.00190 -1.09
8 0 16.2 0.114 -0.491 0.00270 0.903 0.000174 -0.492
9 0 18 0.351 -0.930 0.00313 0.903 0.000853 -0.932
10 1 17.3 0.236 1.70 0.00233 0.901 0.00379 1.70
# ℹ 608 more rowsVisually
Separation
Standard Residuals
Binned Residuals
Pearson Residuals
\[ r_i = \frac{Y_i - E(Y_i)}{\sqrt{Var(Y_i)}} = \frac{Y_i - \hat{p}_i}{\sqrt{\hat{p}_i(1-\hat{p}_i)}} \]
Binned Pearson Residuals
Deviance Residuals
\[ \begin{aligned} d_i = &\text{sign}(Y_i-\hat{p_i}) \, \times \\ &\sqrt{ -2 \left(Y_i \log \hat{p}_i+(1-Y_i)\log (1 - \hat{p}_i) \right) } \end{aligned} \]
Binned Deviance Residuals
Checking Deviance
Call: glm(formula = presence ~ SegSumT, family = binomial, data = anguilla_train)
Coefficients:
(Intercept) SegSumT
-15.0220 0.8005
Degrees of Freedom: 617 Total (i.e. Null); 616 Residual
Null Deviance: 627.8
Residual Deviance: 501.9 AIC: 505.9Full Model
Model
Call:
glm(formula = presence ~ ., family = binomial, data = anguilla_train)
Coefficients:
Estimate Std. Error z value Pr(>|z|)
(Intercept) -9.352885 1.761202 -5.311 1.09e-07 ***
SegSumT 0.654186 0.096921 6.750 1.48e-11 ***
DSDist -0.004837 0.002302 -2.102 0.03559 *
DSMaxSlope -0.030776 0.061995 -0.496 0.61959
USRainDays -0.710920 0.225814 -3.148 0.00164 **
USSlope -0.069814 0.025443 -2.744 0.00607 **
USNative -0.456598 0.455261 -1.003 0.31589
DSDam -1.095360 0.516960 -2.119 0.03410 *
Methodmixture -0.430351 0.475411 -0.905 0.36535
Methodnet -0.066214 0.559162 -0.118 0.90574
Methodspo -1.583905 0.701902 -2.257 0.02403 *
Methodtrap -2.958398 0.688146 -4.299 1.72e-05 ***
LocSed -0.140495 0.096849 -1.451 0.14688
---
Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
(Dispersion parameter for binomial family taken to be 1)
Null deviance: 627.81 on 617 degrees of freedom
Residual deviance: 426.96 on 605 degrees of freedom
AIC: 452.96
Number of Fisher Scoring iterations: 6Separation
Residuals vs fitted
Residuals (binned) vs fitted
Sta 344/644 - Fall 2023